{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "image_input (InputLayer)        (None, 288, 288, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_20 (Conv2D)              (None, 288, 288, 64) 1792        image_input[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_21 (Conv2D)              (None, 288, 288, 64) 36928       conv2d_20[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2D)  (None, 144, 144, 64) 0           conv2d_21[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_22 (Conv2D)              (None, 144, 144, 128 73856       max_pooling2d_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_23 (Conv2D)              (None, 144, 144, 128 147584      conv2d_22[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2D)  (None, 72, 72, 128)  0           conv2d_23[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_24 (Conv2D)              (None, 72, 72, 256)  295168      max_pooling2d_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_25 (Conv2D)              (None, 72, 72, 256)  590080      conv2d_24[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_26 (Conv2D)              (None, 72, 72, 256)  590080      conv2d_25[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_8 (MaxPooling2D)  (None, 36, 36, 256)  0           conv2d_26[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_27 (Conv2D)              (None, 36, 36, 512)  1180160     max_pooling2d_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_28 (Conv2D)              (None, 36, 36, 512)  2359808     conv2d_27[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_29 (Conv2D)              (None, 36, 36, 512)  2359808     conv2d_28[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_9 (MaxPooling2D)  (None, 18, 18, 512)  0           conv2d_29[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_30 (Conv2D)              (None, 18, 18, 512)  2359808     max_pooling2d_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_31 (Conv2D)              (None, 18, 18, 512)  2359808     conv2d_30[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_32 (Conv2D)              (None, 18, 18, 512)  2359808     conv2d_31[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_10 (MaxPooling2D) (None, 9, 9, 512)    0           conv2d_32[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_33 (Conv2D)              (None, 9, 9, 512)    2359808     max_pooling2d_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_6 (Conv2DTrans (None, 18, 18, 256)  1179904     conv2d_33[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_6 (Concatenate)     (None, 18, 18, 768)  0           conv2d_transpose_6[0][0]         \n",
      "                                                                 conv2d_32[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_34 (Conv2D)              (None, 18, 18, 512)  3539456     concatenate_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_7 (Conv2DTrans (None, 36, 36, 256)  1179904     conv2d_34[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_7 (Concatenate)     (None, 36, 36, 768)  0           conv2d_transpose_7[0][0]         \n",
      "                                                                 conv2d_29[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_35 (Conv2D)              (None, 36, 36, 512)  3539456     concatenate_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_8 (Conv2DTrans (None, 72, 72, 128)  589952      conv2d_35[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_8 (Concatenate)     (None, 72, 72, 384)  0           conv2d_transpose_8[0][0]         \n",
      "                                                                 conv2d_26[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_36 (Conv2D)              (None, 72, 72, 256)  884992      concatenate_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_9 (Conv2DTrans (None, 144, 144, 64) 147520      conv2d_36[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_9 (Concatenate)     (None, 144, 144, 192 0           conv2d_transpose_9[0][0]         \n",
      "                                                                 conv2d_23[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_37 (Conv2D)              (None, 144, 144, 128 221312      concatenate_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_10 (Conv2DTran (None, 288, 288, 32) 36896       conv2d_37[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_10 (Concatenate)    (None, 288, 288, 96) 0           conv2d_transpose_10[0][0]        \n",
      "                                                                 conv2d_21[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_38 (Conv2D)              (None, 288, 288, 1)  865         concatenate_10[0][0]             \n",
      "==================================================================================================\n",
      "Total params: 28,394,753\n",
      "Trainable params: 28,394,753\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Model\n",
    "from keras.optimizers import Adam\n",
    "from keras import backend as K\n",
    "from losses import bce_dice_loss\n",
    "from rssegnet import RSSegVGGNet\n",
    "\n",
    "model = RSSegVGGNet.build()\n",
    "model.compile(loss=bce_dice_loss, optimizer=Adam(), metrics=['accuracy'])\n",
    "model.load_weights(\"building_seg_vgg16_bcedice_0829.h5\")\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 5000, 3)\n",
      "(5184, 5184, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_data_root = 'D:/Data/AerialImageDataset/train/images/0/'  # 训练集存放路径\n",
    "size = 288\n",
    "\n",
    "def adjust_data(img):\n",
    "    mean_ = np.array([77.79408427,  89.68194542, 101.41694189])\n",
    "    img = (img - mean_) / 255\n",
    "    return img\n",
    "\n",
    "for filename in os.listdir(train_data_root):\n",
    "    fullname = train_data_root + filename\n",
    "    img = cv2.imread(fullname)\n",
    "    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "    plt.imshow(img)\n",
    "    img = adjust_data(img)\n",
    "    print(img.shape)\n",
    "    \n",
    "    # pad image\n",
    "    paddedR = np.pad(img[:,:,0], ((0,184),(0,184)), 'constant', constant_values=0)\n",
    "#     print(paddedR.shape) # (5184, 5184)\n",
    "    paddedG = np.pad(img[:,:,1], ((0,184),(0,184)), 'constant', constant_values=0)\n",
    "    paddedB = np.pad(img[:,:,2], ((0,184),(0,184)), 'constant', constant_values=0)\n",
    "#     paddedImg = np.stack([paddedR,paddedG,paddedB],axis=0) # (3, 5184, 5184)\n",
    "    paddedImg = np.stack([paddedR,paddedG,paddedB],axis=2) # (5184, 5184, 3)\n",
    "#     plt.imshow(newImg)\n",
    "    print(paddedImg.shape)\n",
    "    \n",
    "    # split\n",
    "    rows = int(np.ceil(paddedImg.shape[0]/size))\n",
    "    cols = int(np.ceil(paddedImg.shape[1]/size))\n",
    "#     print(cols,rows)\n",
    "    resultImg = np.zeros([paddedImg.shape[0], paddedImg.shape[1]])\n",
    "    for row in range(rows):\n",
    "        for col in range(cols):\n",
    "            part = paddedImg[row*288:(row+1)*288, col*288:(col+1)*288, :]\n",
    "            part = part[np.newaxis,:] # (1,288,288,3)\n",
    "            # predict\n",
    "            predicts = model.predict(part).squeeze() # (288,288)\n",
    "            # 写到目标图像中相应的位置\n",
    "            resultImg[row*288:(row+1)*288, col*288:(col+1)*288] = predicts\n",
    "    \n",
    "    # output\n",
    "#     plt.imshow(resultImg, cmap='gray')\n",
    "    resultImg = (resultImg*255).astype(np.uint8)\n",
    "    cv2.imwrite('test1.tif',resultImg)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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